Clustering Ensembles Using Evolutionary Algorithm
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2015, Vol 3, Issue 2
Abstract
Data clustering is an important task and applied in various real-world problems. Since, not a single clustering algorithm is able to identify all types of cluster shapes and structures. Ensemble clustering was proposed to combine different partitions of the same data generated by multiple clustering algorithms. The key idea of most ensemble clustering algorithms is to find a partition that is consistent with most of the available partitions of the input data. Currently, there is no single clustering algorithm available to find all types of cluster shapes and structures. Therefore, in this paper, we propose an ensemble clustering algorithm in order to produce accurate clusters. And also, we enhance the single-objective PCE formulation; with the ultimate goal of providing more effective formulations capable of reducing the accuracy gap. The experimental evidence has demonstrated the significance of our proposed heuristics.
Authors and Affiliations
Purushothaman B
Keywords
Related Articles
- EP ID EP19636
- DOI -
- Views 265
- Downloads 4
Error Performance Analysis Of Physical Layer Network Coding With Transmit Diversity At Relay
We analyze the error performance of the physical layer network coding (PNC) protocol with transmit diversity in bidirectional relay networks for binary phase shift keying (BPSK) over Rayleigh fading channels. It is ass...
slugImplementation of a Breathwalk Aware System
Breathwalk is a science of combining specific patterns of footsteps synchronized with the breathing. Breathing and walking comprise two of the most important activities in our daily life. Bre...
A Review Paper on Currency Recognition System
There are many type of currencies in the world, with each of them looking different with their features i.e. differ in the size of the banknotes, color, texture etc. the people who work in the money exchange have to dif...
slugThermodynamic Analysis of Vapor Absorption Refrigeration System and Calculation of COP
This paper provides an analytical study of absorption refrigeration technology. Through the application of the first and second laws of thermodynamics upper and lower limits for the coefficient of performance (COP) of a...
Watershed Protection and Management Using QGIS: Study Area of Borgoan Village, Sangli, Maharashtra. A review
Watershed management or protection implies the proper use of all land and water resources of a watershed for an optimum production with minimum hazard to natural resources. Delineated watersheds are required for HSPF mo...